Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 77 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 21.2 KiB |
| Average record size in memory | 281.7 B |
Variable types
| CAT | 19 |
|---|---|
| NUM | 13 |
| BOOL | 3 |
TempDist has constant value "77" | Constant |
temporalGlobalLoc has constant value "77" | Constant |
spatialGlobalLoc has constant value "77" | Constant |
temporalInternalLoc has constant value "77" | Constant |
spatialInternalLoc has constant value "77" | Constant |
AUrs2 has constant value "77" | Constant |
Alkoh has constant value "77" | Constant |
Bes2 has constant value "77" | Constant |
Zust2 has constant value "77" | Constant |
StrklVu has constant value "77" | Constant |
Lich2 is highly correlated with Lich1 | High correlation |
Lich1 is highly correlated with Lich2 | High correlation |
Month is highly correlated with df_index | High correlation |
df_index is highly correlated with Month | High correlation |
Lich2 is highly correlated with Lich1 | High correlation |
Lich1 is highly correlated with Lich2 | High correlation |
df_index has unique values | Unique |
Strasse has 17 (22.1%) zeros | Zeros |
UArt1 has 2 (2.6%) zeros | Zeros |
Fstf has 5 (6.5%) zeros | Zeros |
Month has 3 (3.9%) zeros | Zeros |
Reproduction
| Analysis started | 2020-10-21 16:54:56.174892 |
|---|---|
| Analysis finished | 2020-10-21 16:56:10.107515 |
| Duration | 1 minute and 13.93 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 77 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 940.3376623 |
|---|---|
| Minimum | 9 |
| Maximum | 1826 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 616.0 B |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 152 |
| Q1 | 545 |
| median | 955 |
| Q3 | 1354 |
| 95-th percentile | 1683.6 |
| Maximum | 1826 |
| Range | 1817 |
| Interquartile range (IQR) | 809 |
Descriptive statistics
| Standard deviation | 508.087529 |
|---|---|
| Coefficient of variation (CV) | 0.540324555 |
| Kurtosis | -1.130909118 |
| Mean | 940.3376623 |
| Median Absolute Deviation (MAD) | 410 |
| Skewness | -0.046207369 |
| Sum | 72406 |
| Variance | 258152.9371 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) | |
| 1248 | 1 | 1.3% | |
| 559 | 1 | 1.3% | |
| 1319 | 1 | 1.3% | |
| 1577 | 1 | 1.3% | |
| 554 | 1 | 1.3% | |
| 683 | 1 | 1.3% | |
| 1085 | 1 | 1.3% | |
| 1632 | 1 | 1.3% | |
| 302 | 1 | 1.3% | |
| 304 | 1 | 1.3% | |
| Other values (67) | 67 | 87.0% |
| Value | Count | Frequency (%) | |
| 9 | 1 | 1.3% | |
| 57 | 1 | 1.3% | |
| 77 | 1 | 1.3% | |
| 148 | 1 | 1.3% | |
| 153 | 1 | 1.3% |
| Value | Count | Frequency (%) | |
| 1826 | 1 | 1.3% | |
| 1802 | 1 | 1.3% | |
| 1761 | 1 | 1.3% | |
| 1694 | 1 | 1.3% | |
| 1681 | 1 | 1.3% |
TempExMax
Real number (ℝ≥0)
| Distinct | 60 |
|---|---|
| Distinct (%) | 77.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 197.2597403 |
|---|---|
| Minimum | 12 |
| Maximum | 1323 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 616.0 B |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 75 |
| median | 144 |
| Q3 | 234 |
| 95-th percentile | 601.2 |
| Maximum | 1323 |
| Range | 1311 |
| Interquartile range (IQR) | 159 |
Descriptive statistics
| Standard deviation | 227.1430342 |
|---|---|
| Coefficient of variation (CV) | 1.151492108 |
| Kurtosis | 13.42688182 |
| Mean | 197.2597403 |
| Median Absolute Deviation (MAD) | 72 |
| Skewness | 3.387845686 |
| Sum | 15189 |
| Variance | 51593.95796 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 162 | 3 | 3.9% | |
| 150 | 3 | 3.9% | |
| 129 | 2 | 2.6% | |
| 99 | 2 | 2.6% | |
| 42 | 2 | 2.6% | |
| 69 | 2 | 2.6% | |
| 72 | 2 | 2.6% | |
| 75 | 2 | 2.6% | |
| 36 | 2 | 2.6% | |
| 30 | 2 | 2.6% | |
| Other values (50) | 55 | 71.4% |
| Value | Count | Frequency (%) | |
| 12 | 1 | 1.3% | |
| 15 | 1 | 1.3% | |
| 18 | 1 | 1.3% | |
| 30 | 2 | 2.6% | |
| 36 | 2 | 2.6% |
| Value | Count | Frequency (%) | |
| 1323 | 1 | 1.3% | |
| 1257 | 1 | 1.3% | |
| 813 | 1 | 1.3% | |
| 654 | 1 | 1.3% | |
| 588 | 1 | 1.3% |
SpatExMax
Real number (ℝ≥0)
| Distinct | 76 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9714.194805 |
|---|---|
| Minimum | 1194 |
| Maximum | 37965 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 616.0 B |
Quantile statistics
| Minimum | 1194 |
|---|---|
| 5-th percentile | 2004 |
| Q1 | 3957 |
| median | 7621 |
| Q3 | 12907 |
| 95-th percentile | 28523 |
| Maximum | 37965 |
| Range | 36771 |
| Interquartile range (IQR) | 8950 |
Descriptive statistics
| Standard deviation | 7763.878204 |
|---|---|
| Coefficient of variation (CV) | 0.7992302357 |
| Kurtosis | 2.455980489 |
| Mean | 9714.194805 |
| Median Absolute Deviation (MAD) | 4032 |
| Skewness | 1.557680426 |
| Sum | 747993 |
| Variance | 60277804.76 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 11023 | 2 | 2.6% | |
| 4124 | 1 | 1.3% | |
| 22187 | 1 | 1.3% | |
| 6048 | 1 | 1.3% | |
| 3244 | 1 | 1.3% | |
| 9123 | 1 | 1.3% | |
| 17069 | 1 | 1.3% | |
| 9875 | 1 | 1.3% | |
| 1194 | 1 | 1.3% | |
| 7852 | 1 | 1.3% | |
| Other values (66) | 66 | 85.7% |
| Value | Count | Frequency (%) | |
| 1194 | 1 | 1.3% | |
| 1280 | 1 | 1.3% | |
| 1669 | 1 | 1.3% | |
| 1948 | 1 | 1.3% | |
| 2018 | 1 | 1.3% |
| Value | Count | Frequency (%) | |
| 37965 | 1 | 1.3% | |
| 32339 | 1 | 1.3% | |
| 28799 | 1 | 1.3% | |
| 28547 | 1 | 1.3% | |
| 28517 | 1 | 1.3% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 77 | 100.0% |
SpatDist
Real number (ℝ≥0)
| Distinct | 67 |
|---|---|
| Distinct (%) | 87.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 372.8961039 |
|---|---|
| Minimum | 18 |
| Maximum | 897 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 616.0 B |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 158 |
| median | 290 |
| Q3 | 610 |
| 95-th percentile | 768.4 |
| Maximum | 897 |
| Range | 879 |
| Interquartile range (IQR) | 452 |
Descriptive statistics
| Standard deviation | 255.5725041 |
|---|---|
| Coefficient of variation (CV) | 0.6853718809 |
| Kurtosis | -1.136785453 |
| Mean | 372.8961039 |
| Median Absolute Deviation (MAD) | 178 |
| Skewness | 0.4400535622 |
| Sum | 28713 |
| Variance | 65317.30485 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 250 | 5 | 6.5% | |
| 750 | 3 | 3.9% | |
| 252 | 2 | 2.6% | |
| 112 | 2 | 2.6% | |
| 718 | 2 | 2.6% | |
| 50 | 2 | 2.6% | |
| 638 | 1 | 1.3% | |
| 583 | 1 | 1.3% | |
| 158 | 1 | 1.3% | |
| 161 | 1 | 1.3% | |
| Other values (57) | 57 | 74.0% |
| Value | Count | Frequency (%) | |
| 18 | 1 | 1.3% | |
| 21 | 1 | 1.3% | |
| 22 | 1 | 1.3% | |
| 50 | 2 | 2.6% | |
| 60 | 1 | 1.3% |
| Value | Count | Frequency (%) | |
| 897 | 1 | 1.3% | |
| 880 | 1 | 1.3% | |
| 870 | 1 | 1.3% | |
| 770 | 1 | 1.3% | |
| 768 | 1 | 1.3% |
Coverage
Real number (ℝ≥0)
| Distinct | 51 |
|---|---|
| Distinct (%) | 66.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.03896104 |
|---|---|
| Minimum | 8 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 616.0 B |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 14.6 |
| Q1 | 25 |
| median | 39 |
| Q3 | 55 |
| 95-th percentile | 84.4 |
| Maximum | 100 |
| Range | 92 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 21.70886404 |
|---|---|
| Coefficient of variation (CV) | 0.5044002809 |
| Kurtosis | -0.06765055137 |
| Mean | 43.03896104 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 0.6461080903 |
| Sum | 3314 |
| Variance | 471.2747779 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 48 | 4 | 5.2% | |
| 36 | 3 | 3.9% | |
| 51 | 3 | 3.9% | |
| 21 | 3 | 3.9% | |
| 39 | 2 | 2.6% | |
| 30 | 2 | 2.6% | |
| 33 | 2 | 2.6% | |
| 35 | 2 | 2.6% | |
| 38 | 2 | 2.6% | |
| 40 | 2 | 2.6% | |
| Other values (41) | 52 | 67.5% |
| Value | Count | Frequency (%) | |
| 8 | 1 | 1.3% | |
| 9 | 1 | 1.3% | |
| 10 | 1 | 1.3% | |
| 13 | 1 | 1.3% | |
| 15 | 1 | 1.3% |
| Value | Count | Frequency (%) | |
| 100 | 1 | 1.3% | |
| 96 | 1 | 1.3% | |
| 90 | 1 | 1.3% | |
| 86 | 1 | 1.3% | |
| 84 | 2 | 2.6% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| 3 |
|---|
| Value | Count | Frequency (%) | |
| 3 | 77 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 77 | 100.0% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| -1 |
|---|
| Value | Count | Frequency (%) | |
| -1 | 77 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| -1 |
|---|
| Value | Count | Frequency (%) | |
| -1 | 77 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
TimeLossCar
Real number (ℝ≥0)
| Distinct | 76 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1526.064935 |
|---|---|
| Minimum | 1005 |
| Maximum | 1997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 616.0 B |
Quantile statistics
| Minimum | 1005 |
|---|---|
| 5-th percentile | 1051.4 |
| Q1 | 1275 |
| median | 1531 |
| Q3 | 1758 |
| 95-th percentile | 1944.6 |
| Maximum | 1997 |
| Range | 992 |
| Interquartile range (IQR) | 483 |
Descriptive statistics
| Standard deviation | 287.9646971 |
|---|---|
| Coefficient of variation (CV) | 0.1886975387 |
| Kurtosis | -1.097053336 |
| Mean | 1526.064935 |
| Median Absolute Deviation (MAD) | 238 |
| Skewness | -0.1992071461 |
| Sum | 117507 |
| Variance | 82923.66678 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1758 | 2 | 2.6% | |
| 1966 | 1 | 1.3% | |
| 1572 | 1 | 1.3% | |
| 1516 | 1 | 1.3% | |
| 1337 | 1 | 1.3% | |
| 1833 | 1 | 1.3% | |
| 1067 | 1 | 1.3% | |
| 1546 | 1 | 1.3% | |
| 1618 | 1 | 1.3% | |
| 1789 | 1 | 1.3% | |
| Other values (66) | 66 | 85.7% |
| Value | Count | Frequency (%) | |
| 1005 | 1 | 1.3% | |
| 1012 | 1 | 1.3% | |
| 1013 | 1 | 1.3% | |
| 1025 | 1 | 1.3% | |
| 1058 | 1 | 1.3% |
| Value | Count | Frequency (%) | |
| 1997 | 1 | 1.3% | |
| 1981 | 1 | 1.3% | |
| 1966 | 1 | 1.3% | |
| 1947 | 1 | 1.3% | |
| 1944 | 1 | 1.3% |
TimeLossHGV
Real number (ℝ≥0)
| Distinct | 72 |
|---|---|
| Distinct (%) | 93.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 748.2337662 |
|---|---|
| Minimum | 502 |
| Maximum | 992 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 616.0 B |
Quantile statistics
| Minimum | 502 |
|---|---|
| 5-th percentile | 518.4 |
| Q1 | 624 |
| median | 732 |
| Q3 | 879 |
| 95-th percentile | 980.2 |
| Maximum | 992 |
| Range | 490 |
| Interquartile range (IQR) | 255 |
Descriptive statistics
| Standard deviation | 149.0740628 |
|---|---|
| Coefficient of variation (CV) | 0.1992346103 |
| Kurtosis | -1.217659977 |
| Mean | 748.2337662 |
| Median Absolute Deviation (MAD) | 134 |
| Skewness | 0.0671225026 |
| Sum | 57614 |
| Variance | 22223.07621 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 577 | 2 | 2.6% | |
| 633 | 2 | 2.6% | |
| 992 | 2 | 2.6% | |
| 729 | 2 | 2.6% | |
| 697 | 2 | 2.6% | |
| 568 | 1 | 1.3% | |
| 823 | 1 | 1.3% | |
| 694 | 1 | 1.3% | |
| 565 | 1 | 1.3% | |
| 927 | 1 | 1.3% | |
| Other values (62) | 62 | 80.5% |
| Value | Count | Frequency (%) | |
| 502 | 1 | 1.3% | |
| 509 | 1 | 1.3% | |
| 510 | 1 | 1.3% | |
| 516 | 1 | 1.3% | |
| 519 | 1 | 1.3% |
| Value | Count | Frequency (%) | |
| 992 | 2 | 2.6% | |
| 990 | 1 | 1.3% | |
| 989 | 1 | 1.3% | |
| 978 | 1 | 1.3% | |
| 970 | 1 | 1.3% |
| Distinct | 10 |
|---|---|
| Distinct (%) | 13.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.636363636 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 17 |
| Zeros (%) | 22.1% |
| Memory size | 616.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7.2 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 2.282133644 |
|---|---|
| Coefficient of variation (CV) | 0.8656368996 |
| Kurtosis | 0.7206721462 |
| Mean | 2.636363636 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.035979807 |
| Sum | 203 |
| Variance | 5.208133971 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 29 | 37.7% | |
| 0 | 17 | 22.1% | |
| 3 | 10 | 13.0% | |
| 5 | 6 | 7.8% | |
| 4 | 4 | 5.2% | |
| 7 | 3 | 3.9% | |
| 9 | 2 | 2.6% | |
| 8 | 2 | 2.6% | |
| 6 | 2 | 2.6% | |
| 1 | 2 | 2.6% |
| Value | Count | Frequency (%) | |
| 0 | 17 | 22.1% | |
| 1 | 2 | 2.6% | |
| 2 | 29 | 37.7% | |
| 3 | 10 | 13.0% | |
| 4 | 4 | 5.2% |
| Value | Count | Frequency (%) | |
| 9 | 2 | 2.6% | |
| 8 | 2 | 2.6% | |
| 7 | 3 | 3.9% | |
| 6 | 2 | 2.6% | |
| 5 | 6 | 7.8% |
Kat
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| 7 | |
|---|---|
| 3 | |
| 2 | 4 |
| Value | Count | Frequency (%) | |
| 7 | 45 | 58.4% | |
| 3 | 28 | 36.4% | |
| 2 | 4 | 5.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Typ
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| 6 | |
|---|---|
| 1 | |
| 7 | 5 |
| 3 | 5 |
| Value | Count | Frequency (%) | |
| 6 | 54 | 70.1% | |
| 1 | 13 | 16.9% | |
| 7 | 5 | 6.5% | |
| 3 | 5 | 6.5% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Betei
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.168831169 |
|---|---|
| Minimum | 1 |
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 616.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3.2 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8944654005 |
|---|---|
| Coefficient of variation (CV) | 0.4124181787 |
| Kurtosis | 10.39394032 |
| Mean | 2.168831169 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.262028557 |
| Sum | 167 |
| Variance | 0.8000683527 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 47 | 61.0% | |
| 3 | 14 | 18.2% | |
| 1 | 12 | 15.6% | |
| 4 | 3 | 3.9% | |
| 7 | 1 | 1.3% |
| Value | Count | Frequency (%) | |
| 1 | 12 | 15.6% | |
| 2 | 47 | 61.0% | |
| 3 | 14 | 18.2% | |
| 4 | 3 | 3.9% | |
| 7 | 1 | 1.3% |
| Value | Count | Frequency (%) | |
| 7 | 1 | 1.3% | |
| 4 | 3 | 3.9% | |
| 3 | 14 | 18.2% | |
| 2 | 47 | 61.0% | |
| 1 | 12 | 15.6% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.584415584 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 2 |
| Zeros (%) | 2.6% |
| Memory size | 616.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.467422741 |
|---|---|
| Coefficient of variation (CV) | 0.688375185 |
| Kurtosis | -0.1164947079 |
| Mean | 3.584415584 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.126233946 |
| Sum | 276 |
| Variance | 6.088174983 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 31 | 40.3% | |
| 3 | 21 | 27.3% | |
| 8 | 12 | 15.6% | |
| 5 | 5 | 6.5% | |
| 9 | 3 | 3.9% | |
| 1 | 3 | 3.9% | |
| 0 | 2 | 2.6% |
| Value | Count | Frequency (%) | |
| 0 | 2 | 2.6% | |
| 1 | 3 | 3.9% | |
| 2 | 31 | 40.3% | |
| 3 | 21 | 27.3% | |
| 5 | 5 | 6.5% |
| Value | Count | Frequency (%) | |
| 9 | 3 | 3.9% | |
| 8 | 12 | 15.6% | |
| 5 | 5 | 6.5% | |
| 3 | 21 | 27.3% | |
| 2 | 31 | 40.3% |
UArt2
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| -1 | |
|---|---|
| 3 | 5 |
| 9 | 3 |
| Value | Count | Frequency (%) | |
| -1 | 69 | 89.6% | |
| 3 | 5 | 6.5% | |
| 9 | 3 | 3.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.896103896 |
| Min length | 1 |
AUrs1
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| 0 | |
|---|---|
| 73 | 6 |
| Value | Count | Frequency (%) | |
| 0 | 71 | 92.2% | |
| 73 | 6 | 7.8% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.077922078 |
| Min length | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 77 | 100.0% |
AufHi
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| -1 | |
|---|---|
| 3 | |
| 4 | 4 |
| 5 | 2 |
| Value | Count | Frequency (%) | |
| -1 | 59 | 76.6% | |
| 3 | 12 | 15.6% | |
| 4 | 4 | 5.2% | |
| 5 | 2 | 2.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.766233766 |
| Min length | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| -1 |
|---|
| Value | Count | Frequency (%) | |
| -1 | 77 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Char1
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| -1 | |
|---|---|
| 4 | 3 |
| 5 | 2 |
| Value | Count | Frequency (%) | |
| -1 | 72 | 93.5% | |
| 4 | 3 | 3.9% | |
| 5 | 2 | 2.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.935064935 |
| Min length | 1 |
Char2
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| -1 | |
|---|---|
| 6 | 2 |
| Value | Count | Frequency (%) | |
| -1 | 75 | 97.4% | |
| 6 | 2 | 2.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.974025974 |
| Min length | 1 |
Bes1
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| -1 | |
|---|---|
| 6 |
| Value | Count | Frequency (%) | |
| -1 | 57 | 74.0% | |
| 6 | 20 | 26.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.74025974 |
| Min length | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| -1 |
|---|
| Value | Count | Frequency (%) | |
| -1 | 77 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| 0 | |
|---|---|
| 2 | |
| -1 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 62 | 80.5% | |
| 2 | 14 | 18.2% | |
| -1 | 1 | 1.3% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.3% |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.012987013 |
| Min length | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| -1 | |
|---|---|
| 4 |
| Value | Count | Frequency (%) | |
| -1 | 63 | 81.8% | |
| 4 | 14 | 18.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.818181818 |
| Min length | 1 |
Zust1
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| 0 | |
|---|---|
| 1 | |
| -1 | 1 |
| 2 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 61 | 79.2% | |
| 1 | 14 | 18.2% | |
| -1 | 1 | 1.3% | |
| 2 | 1 | 1.3% |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 2.6% |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.012987013 |
| Min length | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| -1 |
|---|
| Value | Count | Frequency (%) | |
| -1 | 77 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
| Distinct | 6 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.103896104 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 5 |
| Zeros (%) | 6.5% |
| Memory size | 616.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.438058043 |
|---|---|
| Coefficient of variation (CV) | 0.6835214157 |
| Kurtosis | -0.1401869823 |
| Mean | 2.103896104 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.8763493853 |
| Sum | 162 |
| Variance | 2.068010936 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 26 | 33.8% | |
| 1 | 26 | 33.8% | |
| 5 | 10 | 13.0% | |
| 3 | 6 | 7.8% | |
| 0 | 5 | 6.5% | |
| 4 | 4 | 5.2% |
| Value | Count | Frequency (%) | |
| 0 | 5 | 6.5% | |
| 1 | 26 | 33.8% | |
| 2 | 26 | 33.8% | |
| 3 | 6 | 7.8% | |
| 4 | 4 | 5.2% |
| Value | Count | Frequency (%) | |
| 5 | 10 | 13.0% | |
| 4 | 4 | 5.2% | |
| 3 | 6 | 7.8% | |
| 2 | 26 | 33.8% | |
| 1 | 26 | 33.8% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| A |
|---|
| Value | Count | Frequency (%) | |
| A | 77 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
WoTag
Real number (ℝ≥0)
| Distinct | 7 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.025974026 |
|---|---|
| Minimum | 1 |
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 616.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.708908747 |
|---|---|
| Coefficient of variation (CV) | 0.4244708822 |
| Kurtosis | -1.029456295 |
| Mean | 4.025974026 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.008921683454 |
| Sum | 310 |
| Variance | 2.920369105 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 3 | 15 | 19.5% | |
| 6 | 14 | 18.2% | |
| 5 | 13 | 16.9% | |
| 4 | 13 | 16.9% | |
| 2 | 12 | 15.6% | |
| 7 | 5 | 6.5% | |
| 1 | 5 | 6.5% |
| Value | Count | Frequency (%) | |
| 1 | 5 | 6.5% | |
| 2 | 12 | 15.6% | |
| 3 | 15 | 19.5% | |
| 4 | 13 | 16.9% | |
| 5 | 13 | 16.9% |
| Value | Count | Frequency (%) | |
| 7 | 5 | 6.5% | |
| 6 | 14 | 18.2% | |
| 5 | 13 | 16.9% | |
| 4 | 13 | 16.9% | |
| 3 | 15 | 19.5% |
FeiTag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 616.0 B |
| -1 | |
|---|---|
| 1 | 4 |
| Value | Count | Frequency (%) | |
| -1 | 73 | 94.8% | |
| 1 | 4 | 5.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.948051948 |
| Min length | 1 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 15.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.896103896 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros | 3 |
| Zeros (%) | 3.9% |
| Memory size | 616.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.971728257 |
|---|---|
| Coefficient of variation (CV) | 0.5040155854 |
| Kurtosis | -0.8539557511 |
| Mean | 5.896103896 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.2392093973 |
| Sum | 454 |
| Variance | 8.831168831 |
| Monotocity | Increasing |
| Value | Count | Frequency (%) | |
| 6 | 10 | 13.0% | |
| 8 | 9 | 11.7% | |
| 7 | 9 | 11.7% | |
| 9 | 8 | 10.4% | |
| 5 | 7 | 9.1% | |
| 4 | 7 | 9.1% | |
| 10 | 6 | 7.8% | |
| 2 | 6 | 7.8% | |
| 3 | 5 | 6.5% | |
| 1 | 4 | 5.2% | |
| Other values (2) | 6 | 7.8% |
| Value | Count | Frequency (%) | |
| 0 | 3 | 3.9% | |
| 1 | 4 | 5.2% | |
| 2 | 6 | 7.8% | |
| 3 | 5 | 6.5% | |
| 4 | 7 | 9.1% |
| Value | Count | Frequency (%) | |
| 11 | 3 | 3.9% | |
| 10 | 6 | 7.8% | |
| 9 | 8 | 10.4% | |
| 8 | 9 | 11.7% | |
| 7 | 9 | 11.7% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | TempExMax | SpatExMax | TempDist | SpatDist | Coverage | temporalGlobalLoc | spatialGlobalLoc | temporalInternalLoc | spatialInternalLoc | TimeLossCar | TimeLossHGV | Strasse | Kat | Typ | Betei | UArt1 | UArt2 | AUrs1 | AUrs2 | AufHi | Alkoh | Char1 | Char2 | Bes1 | Bes2 | Lich1 | Lich2 | Zust1 | Zust2 | Fstf | StrklVu | WoTag | FeiTag | Month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 9 | 105 | 9941 | 0 | 112 | 26 | 3 | 0 | -1 | -1 | 1557 | 641 | 0 | 3 | 6 | 3 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 2 | 4 | 1 | -1 | 0 | A | 6 | -1 | 0 |
| 1 | 57 | 39 | 1948 | 0 | 711 | 23 | 3 | 0 | -1 | -1 | 1235 | 667 | 1 | 7 | 7 | 2 | 0 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 2 | -1 | 0 | A | 4 | -1 | 0 |
| 2 | 77 | 75 | 2629 | 0 | 726 | 84 | 3 | 0 | -1 | -1 | 1648 | 624 | 2 | 7 | 6 | 2 | 3 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 2 | 4 | 0 | -1 | 1 | A | 5 | -1 | 0 |
| 3 | 148 | 219 | 16582 | 0 | 184 | 24 | 3 | 0 | -1 | -1 | 1012 | 989 | 0 | 7 | 3 | 2 | 9 | 3 | 0 | 0 | 3 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 0 | -1 | 1 | A | 7 | -1 | 1 |
| 4 | 153 | 18 | 1280 | 0 | 161 | 52 | 3 | 0 | -1 | -1 | 1997 | 990 | 3 | 7 | 6 | 2 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 0 | -1 | 1 | A | 4 | -1 | 1 |
| 5 | 188 | 72 | 2351 | 0 | 250 | 46 | 3 | 0 | -1 | -1 | 1120 | 588 | 3 | 7 | 6 | 2 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 0 | -1 | 2 | A | 3 | -1 | 1 |
| 6 | 193 | 150 | 11023 | 0 | 502 | 48 | 3 | 0 | -1 | -1 | 1758 | 897 | 4 | 3 | 6 | 3 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 0 | -1 | 2 | A | 6 | -1 | 1 |
| 7 | 232 | 36 | 3475 | 0 | 610 | 48 | 3 | 0 | -1 | -1 | 1807 | 978 | 0 | 7 | 6 | 2 | 3 | -1 | 0 | 0 | -1 | -1 | 4 | -1 | 6 | -1 | 0 | -1 | 0 | -1 | 3 | A | 3 | -1 | 2 |
| 8 | 242 | 348 | 11023 | 0 | 228 | 24 | 3 | 0 | -1 | -1 | 1775 | 516 | 0 | 7 | 1 | 1 | 8 | -1 | 0 | 0 | 3 | -1 | 5 | 6 | -1 | -1 | 0 | -1 | 1 | -1 | 4 | A | 6 | -1 | 2 |
| 9 | 302 | 99 | 2746 | 0 | 96 | 54 | 3 | 0 | -1 | -1 | 1302 | 788 | 3 | 3 | 6 | 4 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 0 | -1 | 2 | A | 3 | -1 | 2 |
Last rows
| df_index | TempExMax | SpatExMax | TempDist | SpatDist | Coverage | temporalGlobalLoc | spatialGlobalLoc | temporalInternalLoc | spatialInternalLoc | TimeLossCar | TimeLossHGV | Strasse | Kat | Typ | Betei | UArt1 | UArt2 | AUrs1 | AUrs2 | AufHi | Alkoh | Char1 | Char2 | Bes1 | Bes2 | Lich1 | Lich2 | Zust1 | Zust2 | Fstf | StrklVu | WoTag | FeiTag | Month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 1577 | 90 | 3445 | 0 | 50 | 30 | 3 | 0 | -1 | -1 | 1789 | 901 | 0 | 7 | 6 | 2 | 3 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 2 | 4 | 0 | -1 | 5 | A | 5 | -1 | 9 |
| 68 | 1632 | 126 | 7621 | 0 | 143 | 36 | 3 | 0 | -1 | -1 | 1734 | 502 | 2 | 3 | 6 | 4 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 0 | -1 | 5 | A | 4 | -1 | 10 |
| 69 | 1650 | 243 | 13930 | 0 | 341 | 27 | 3 | 0 | -1 | -1 | 1717 | 934 | 5 | 7 | 1 | 2 | 8 | -1 | 0 | 0 | 4 | -1 | -1 | -1 | 6 | -1 | 2 | 4 | 0 | -1 | 2 | A | 2 | -1 | 10 |
| 70 | 1659 | 1323 | 6446 | 0 | 252 | 72 | 3 | 0 | -1 | -1 | 1841 | 967 | 2 | 7 | 6 | 2 | 3 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | 6 | -1 | 2 | 4 | 0 | -1 | 1 | A | 5 | -1 | 10 |
| 71 | 1660 | 129 | 13484 | 0 | 193 | 30 | 3 | 0 | -1 | -1 | 1462 | 970 | 2 | 3 | 6 | 3 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 2 | 4 | 0 | -1 | 1 | A | 5 | -1 | 10 |
| 72 | 1681 | 144 | 15029 | 0 | 250 | 63 | 3 | 0 | -1 | -1 | 1081 | 519 | 0 | 3 | 6 | 7 | 2 | 3 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 2 | 4 | 1 | -1 | 0 | A | 2 | -1 | 10 |
| 73 | 1694 | 234 | 4747 | 0 | 495 | 61 | 3 | 0 | -1 | -1 | 1711 | 866 | 0 | 7 | 6 | 2 | 3 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 2 | 4 | 1 | -1 | 1 | A | 3 | -1 | 10 |
| 74 | 1761 | 63 | 4635 | 0 | 290 | 23 | 3 | 0 | -1 | -1 | 1710 | 703 | 2 | 7 | 6 | 2 | 3 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | 6 | -1 | 0 | -1 | 1 | -1 | 2 | A | 2 | -1 | 11 |
| 75 | 1802 | 141 | 3744 | 0 | 548 | 66 | 3 | 0 | -1 | -1 | 1437 | 539 | 6 | 7 | 6 | 2 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 2 | 4 | 0 | -1 | 1 | A | 2 | -1 | 11 |
| 76 | 1826 | 87 | 17069 | 0 | 310 | 21 | 3 | 0 | -1 | -1 | 1275 | 879 | 2 | 3 | 6 | 2 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 0 | -1 | 1 | A | 7 | -1 | 11 |